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Writerslogic at PAN 2026: Process over Content for Robust Detection under Domain Shift

Paper recorded by Signals 4 on 2026-10-02 in cs.CL. Abstract reproduced from arXiv; link to the original below.

Published 2026-10-02 on arXiv · recorded by Signals 4 on 2026-10-05

Category: cs.CL · 自然语言处理 · first seen 2026-10-05

Abstract

We describe the Writerslogic systems for three PAN at CLEF 2026 shared tasks (Reasoning Trajectory Detection, Voight-Kampff Generative AI Detection, and Multi-Author Writing Style Analysis), unified by a shared analytical framework: feature robustness under distribution shift is governed by support overlap between training and test distributions, not by training-set effect size. This yields a taxo

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#336 most recent of 660 cs.CL papers we have recorded · ↑ newer: Writerslogic at the CLEF 2026 SimpleText Track: Multi-Candidate LLM Si · ↓ older: Author Representation Strategies for Zero-Shot Authorship Attribution:
Cite this page: Writerslogic at PAN 2026: Process over Content for Robust Detection under Domain Shift: the #336 most recent of 660 cs.CL papers we have recorded (as of 2026-10-02). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/writerslogic-at-pan-2026-process-over-content-for-robust-detection-under-domain-.html
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